activity
20112026
most citedMixed integer linear optimization formulations for learning optimal binary classification trees

2 citations · 4 across the 18 of their papers we have counts for

collaborators

21 papers

math.CO2026

Randomized Zero Forcing

Jesse Geneson, Illya Hicks, Noah Lichtenberg +2

We introduce randomized zero forcing (RZF), a stochastic color-change process on directed graphs in which a white vertex turns blue with probability equal to the fraction of its in…

quant-ph2025

Characterizing QUBO Reformulations of the Max-k-Cut Problem for Quantum Computing

Adrian Harkness, Hamidreza Validi, Ramin Fakhimi +4

Quantum computing offers significant potential for solving NP-hard combinatorial (optimization) problems that are beyond the reach of classical computers. One way to tap into this…

quant-ph2025

Optimizing Cost Hamiltonian Compilation for Max-Cut QAOA on Unweighted Graphs Using Global Controls and Qubit Bit Flips

Saber Dinpazhouh, Illya V. Hicks

We study a cost Hamiltonian compilation problem for the quantum approximate optimization algorithm (QAOA) applied to the Max-Cut problem, focusing on trapped-ion quantum computers.…

cs.LG2024

Optimal Mixed Integer Linear Optimization Trained Multivariate Classification Trees

Brandon Alston, Illya V. Hicks

Multivariate decision trees are powerful machine learning tools for classification and regression that attract many researchers and industry professionals. An optimal binary tree h…

math.OC2023

Combinatorial Disjunctive Constraints for Obstacle Avoidance in Path Planning

Raul Garcia, Illya V. Hicks, Joey Huchette

We present a new approach for modeling avoidance constraints in 2D environments, in which waypoints are assigned to obstacle-free polyhedral regions. Constraints of this form are o…

math.OC2023

On relaxations of the max -cut problem formulations

Ramin Fakhimi, Hamidreza Validi, Illya V. Hicks +2

A tight continuous relaxation is a crucial factor in solving mixed integer formulations of many NP-hard combinatorial optimization problems. The (weighted) max -cut problem is a…

math.OC2023

Building Formulations for Piecewise Linear Relaxations of Nonlinear Functions

Bochuan Lyu, Illya V. Hicks, Joey Huchette

We study mixed-integer programming formulations for the piecewise linear lower and upper bounds (in other words, piecewise linear relaxations) of nonlinear functions that can be mo…

math.CO2023

Maximal Clique and Edge-Ranking Bounds of Biclique Cover Number

Bochuan Lyu, Illya V. Hicks

The biclique cover number of a graph denotes the minimum number of complete bipartite (biclique) subgraphs to cover all the edges of the graph. In this paper, we…

cs.LG2022★ 2 cited

Mixed integer linear optimization formulations for learning optimal binary classification trees

Brandon Alston, Hamidreza Validi, Illya V. Hicks

Decision trees are powerful tools for classification and regression that attract many researchers working in the burgeoning area of machine learning. One advantage of decision tree…

math.OC2022

Modeling Combinatorial Disjunctive Constraints via Junction Trees

Bochuan Lyu, Illya V. Hicks, Joey Huchette

We introduce techniques to build small ideal mixed-integer programming (MIP) formulations of combinatorial disjunctive constraints (CDCs) via the independent branching scheme. We p…

math.CO2022

Finding Biclique Partitions of Co-Chordal Graphs

Bochuan Lyu, Illya V. Hicks

The biclique partition number of a graph is referred to as the least number of complete bipartite (biclique) subgraphs that are required to cover the edges of the…

cs.DS2020

Optimal Sensor Placement in Power Grids: Power Domination, Set Covering, and the Neighborhoods of Zero Forcing Forts

Logan A. Smith, Illya V. Hicks

To monitor electrical activity throughout the power grid and mitigate outages, sensors known as phasor measurement units can installed. Due to implementation costs, it is desirable…

math.CO2020

An integer program and new lower bounds for computing the strong rainbow connection numbers of graphs

Logan A. Smith, David T. Mildebrath, Illya V. Hicks

We present an integer programming model to compute the strong rainbow connection number, , of any simple graph . We introduce several enhancements to the proposed model,…

math.CO2019

A Polynomial Time Algorithm for Computing the Strong Rainbow Connection Numbers of Odd Cacti

Logan A. Smith, David T. Mildebrath, Illya V. Hicks

We consider the problem of computing the strong rainbow connection number for cactus graphs in which all cycles have odd length. We present a formula to calculate $src…

math.CO2018

Power domination throttling

Boris Brimkov, Joshua Carlson, Illya V. Hicks +2

A power dominating set of a graph is a set that colors every vertex of according to the following rules: in the first timestep, every vertex in be…

cs.DM2017

Computational Approaches for Zero Forcing and Related Problems

Boris Brimkov, Caleb C. Fast, Illya V. Hicks

In this paper, we propose computational approaches for the zero forcing problem, the connected zero forcing problem, and the problem of forcing a graph within a specified number of…

cs.DM2017★ 2 cited

Graphs with Extremal Connected Forcing Numbers

Boris Brimkov, Caleb C. Fast, Illya V. Hicks

Zero forcing is an iterative graph coloring process where at each discrete time step, a colored vertex with a single uncolored neighbor forces that neighbor to become colored. The…

cs.DM2016

Complexity and Computation of Connected Zero Forcing

Boris Brimkov

Zero forcing is an iterative graph coloring process whereby a colored vertex with a single uncolored neighbor forces that neighbor to be colored. It is NP-hard to find a minimum ze…

cs.DM2015

Chromatic and flow polynomials of generalized vertex join graphs and outerplanar graphs

Boris Brimkov, Illya V. Hicks

A generalized vertex join of a graph is obtained by joining an arbitrary multiset of its vertices to a new vertex. We present a low-order polynomial time algorithm for finding the…

math.CO2012

A Note on Integer Domination of Cartesian Product Graphs

K. Choudhary, S. Margulies, I. V. Hicks

Given a graph , a dominating set is a set of vertices such that any vertex in has at least one neighbor (or possibly itself) in . A -dominating multiset is…

math.CO2011

A Note on Total and Paired Domination of Cartesian Product Graphs

K. Choudhary, S. Margulies, I. V. Hicks

A dominating set for a graph is a subset of such that any vertex not in has at least one neighbor in . The domination number is the size of a minimum d…